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githunt-agent

GitHunt MCP

Get developer profile

get_developer
Read-only

Retrieve a GitHub developer's ranked profile including scores, experience, top repositories, and contact information by username.

Instructions

Get a single GitHub developer's ranked profile by username: overall/profile/tech/activity scores, experience, commit activity, top repos, and contact info. Cache-first and fast; use analyze_profile for deep AI analysis.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
loginNoGitHub username (login), e.g. 'octocat'.
usernameNoAlias for login; provide either.
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true. The description adds value by revealing cache-first behavior (potential staleness) and performance characteristics, which are not present in annotations. No contradictions.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with the core function, and no redundant information. Every word earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite no output schema, the description adequately lists returned data. For a simple get tool with two parameters, the behavioral and result information is sufficient. Could mention error handling, but not critical.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with both parameters (login and username) clearly described. The description does not add new semantic meaning beyond what is already in the schema, so a baseline score of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it retrieves a single developer's ranked profile by username, listing specific data points. It distinguishes itself from sibling tools: cache-first and fast versus analyze_profile for deep analysis.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states when to use this tool ('cache-first and fast') and when not to ('use analyze_profile for deep AI analysis'), providing clear guidance alongside sibling context.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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